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causal effect estimation

69 papers

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Co-occurring keywords

causal inference (1619) observational datum (109) causal effect (107) graphical model (863) treatment effect (134) instrumental variable (75) causal discovery (459) causal graph (137) large language model (12755) counterfactual reasoning (224)

Papers

Towards Scalable Bayesian Learning of Causal DAGs NIPS 2020
General Control Functions for Causal Effect Estimation from IVs NIPS 2020
Causal Estimation with Functional Confounders NIPS 2020
Learning Causal Effects via Weighted Empirical Risk Minimization NIPS 2020
Reconsidering Generative Objectives For Counterfactual Reasoning NIPS 2020
Ivy: Instrumental Variable Synthesis for Causal Inference AISTATS 2020
A Simultaneous Discover-Identify Approach to Causal Inference in Linear Models AAAI 2020
On Efficient Adjustment in Causal Graphs JMLR 2020
Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020
IDA with Background Knowledge UAI 2020
Causal Effect Estimation and Optimal Dose Suggestions in Mobile Health ICML 2020
Decision Platform for Pattern Discovery and Causal Effect Estimation in Contraceptive Discontinuation IJCAI 2020
Estimating Causal Effects Using Weighting-Based Estimators AAAI 2020
Counterfactual Reasoning in Observational Studies AAAI 2019
Removing Hidden Confounding by Experimental Grounding NIPS 2018
Estimating Causal Effects with Ancestral Graph Markov Models PGM 2016
Causal Inference through a Witness Protection Program NIPS 2014
On Estimating Causal Effects based on Supplemental Variables AISTATS 2014
Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012